{ "_id": "6a2531634b233be198395f62", "Package": "scorecard", "Version": "0.4.6", "Title": "Credit Risk Scorecard", "Description": "The `scorecard` package makes the development of credit\nrisk scorecard easier and efficient by providing functions for\nsome common tasks, such as data partition, variable selection,\nwoe binning, scorecard scaling, performance evaluation and\nreport generation. These functions can also used in the\ndevelopment of machine learning models. The references\nincluding: 1. Refaat, M. (2011, ISBN: 9781447511199). Credit\nRisk Scorecard: Development and Implementation Using SAS. 2.\nSiddiqi, N. (2006, ISBN: 9780471754510). Credit risk\nscorecards. Developing and Implementing Intelligent Credit\nScoring.", "Authors@R": "person(\"Shichen\", \"Xie\", , \"xie@shichen.name\", c(\"aut\", \"cre\"))", "License": "MIT + file LICENSE", "URL": "https://github.com/ShichenXie/scorecard,\nhttp://shichen.name/scorecard/", "BugReports": "https://github.com/ShichenXie/scorecard/issues", "LazyData": "true", "VignetteBuilder": "knitr", "RoxygenNote": "7.3.3", "Roxygen": "list(markdown = TRUE, old_usage = TRUE)", "Encoding": "UTF-8", "Config/pak/sysreqs": "libicu-dev libxml2-dev", "Repository": "https://shichenxie.r-universe.dev", "Date/Publication": "2026-02-07 05:49:30 UTC", "RemoteUrl": "https://github.com/shichenxie/scorecard", "RemoteRef": "HEAD", "RemoteSha": "5343c2168490a4e5c609be1a71e616acf1ca2af8", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-07 08:48:46 UTC", "User": "root" }, "Author": "Shichen Xie [aut, cre]", "Maintainer": "Shichen Xie ", "MD5sum": "9fffe646daceba22528599c512788af9", "_user": "shichenxie", "_type": "src", "_file": "scorecard_0.4.6.tar.gz", "_fileid": "8f66eb1726ed4186e03ca0f9edd8e451b3aea269012b358b11d0c0d99b744ae4", "_filesize": 309231, "_sha256": "8f66eb1726ed4186e03ca0f9edd8e451b3aea269012b358b11d0c0d99b744ae4", "_created": "2026-06-07T08:48:46.000Z", "_published": "2026-06-07T08:52:51.255Z", "_distro": "noble", "_jobs": [ { "job": 79945565128, "time": 166, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "7462529723" }, { "job": 79945565124, "time": 164, "config": "linux-release-x86_64", "r": "4.6.0", "check": "NOTE", "artifact": "7462529549" }, { "job": 79945565158, "time": 209, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "NOTE", "artifact": "7462529702" }, { "job": 79945565131, "time": 202, "config": "macos-release-arm64", "r": "4.6.0", "check": "NOTE", "artifact": "7462530310" }, { "job": 79945377520, "time": 191, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7462509104" }, { "job": 79945565117, "time": 119, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7462524017" }, { "job": 79945565118, "time": 101, "config": "windows-devel", "r": "4.7.0", "check": "NOTE", "artifact": "7462521870" }, { "job": 79945565129, "time": 102, "config": "windows-oldrel", "r": "4.5.3", "check": "NOTE", "artifact": "7462522062" }, { "job": 79945565119, "time": 119, "config": "windows-release", "r": "4.6.0", "check": "NOTE", "artifact": "7462523994" } ], "_buildurl": "https://github.com/r-universe/shichenxie/actions/runs/27087738753", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/shichenxie/scorecard", "_commit": { "id": "5343c2168490a4e5c609be1a71e616acf1ca2af8", "author": "shichenxie ", "committer": "shichenxie ", "message": "0.4.6\n", "time": 1770443370 }, "_maintainer": { "name": "Shichen Xie", "email": "xie@shichen.name", "login": "shichenxie", "description": "", "uuid": 15758951 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.5.0", "role": "Depends" }, { "package": "data.table", "version": ">= 1.10.0", "role": "Imports" }, { "package": "ggplot2", "role": "Imports" }, { "package": "gridExtra", "role": "Imports" }, { "package": "foreach", "role": "Imports" }, { "package": "doParallel", "role": "Imports" }, { "package": "parallel", "role": "Imports" }, { "package": "openxlsx", "role": "Imports" }, { "package": "stringi", "role": "Imports" }, { "package": "cli", "role": "Imports" }, { "package": "xml2", "role": "Imports" }, { "package": "xefun", "version": ">= 0.1.3", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "pkgdown", "role": "Suggests" }, { "package": "testthat", "role": "Suggests" } ], "_owner": "shichenxie", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2025-33", "n": 1 }, { "week": "2025-34", "n": 1 }, { "week": "2026-06", "n": 3 } ], "_tags": [], "_topics": [ "binning", "credit-scoring", "release", "scorecard", "woe", "woebinning" ], "_stars": 170, "_contributors": [ { "user": "shichenxie", "count": 443, "uuid": 15758951 }, { "user": "mthomas-ketchbrook", "count": 2, "uuid": 52801195 }, { "user": "jbkunst", "count": 1, "uuid": 56481 }, { "user": "miroslavftn", "count": 1, "uuid": 14997025 }, { "user": "mattdowle", "count": 1, "uuid": 2779998 } ], "_userbio": { "uuid": 15758951, "type": "user", "name": "Shichen" }, "_downloads": { "count": 2654, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/scorecard" }, "_devurl": "https://github.com/shichenxie/scorecard", "_pkgdown": "http://shichen.name/scorecard/", "_searchresults": 158, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "extra/scorecard.html", "manual.pdf" ], "_homeurl": "https://github.com/shichenxie/scorecard", "_realowner": "shichenxie", "_cranurl": true, "_releases": [ { "version": "0.1.0", "date": "2017-09-16" }, { "version": "0.1.1", "date": "2017-10-17" }, { "version": "0.1.2", "date": "2017-10-19" }, { "version": "0.1.3", "date": "2017-11-17" }, { "version": "0.1.4", "date": "2017-12-17" }, { "version": "0.1.5", "date": "2018-01-21" }, { "version": "0.1.6", "date": "2018-03-13" }, { "version": "0.1.7", "date": "2018-04-27" }, { "version": "0.1.8", "date": "2018-06-12" }, { "version": "0.1.9", "date": "2018-09-11" }, { "version": "0.2.0", "date": "2019-01-07" }, { "version": "0.2.1", "date": "2019-01-14" }, { "version": "0.2.2", "date": "2019-01-14" }, { "version": "0.2.3", "date": "2019-02-10" }, { "version": "0.2.4", "date": "2019-04-08" }, { "version": "0.2.5", "date": "2019-07-04" }, { "version": "0.2.6", "date": "2019-09-01" }, { "version": "0.2.7", "date": "2019-10-17" }, { "version": "0.2.8", "date": "2019-12-04" }, { "version": "0.2.8.1", "date": "2019-12-11" }, { "version": "0.2.9", "date": "2020-03-28" }, { "version": "0.3.0", "date": "2020-04-11" }, { "version": "0.3.1", "date": "2020-08-30" }, { "version": "0.3.2", "date": "2021-03-14" }, { "version": "0.3.3", "date": "2021-06-11" }, { "version": "0.3.4", "date": "2021-08-05" }, { "version": "0.3.5", "date": "2021-09-06" }, { "version": "0.3.6", "date": "2021-11-29" }, { "version": "0.3.7", "date": "2022-05-09" }, { "version": "0.3.8", "date": "2022-07-09" }, { "version": "0.3.9", "date": "2022-07-24" }, { "version": "0.4.0", "date": "2022-11-07" }, { "version": "0.4.1", "date": "2023-01-05" }, { "version": "0.4.2", "date": "2023-04-23" }, { "version": "0.4.3", "date": "2023-08-08" }, { "version": "0.4.4", "date": "2024-04-13" }, { "version": "0.4.5", "date": "2025-08-20" }, { "version": "0.4.6", "date": "2026-02-07" } ], "_exports": [ "describe", "gains_table", "iv", "one_hot", "perf_cv", "perf_eva", "perf_psi", "replace_na", "report", "scorecard", "scorecard_ply", "scorecard_pmml", "scorecard2", "split_df", "var_filter", "var_scale", "vif", "woebin", "woebin_adj", "woebin_plot", "woebin_ply" ], "_datasets": [ { "name": "germancredit", "title": "German Credit Data", "object": "germancredit", "class": [ "data.frame" ], "fields": [ "status.of.existing.checking.account", "duration.in.month", "credit.history", "purpose", "credit.amount", "savings.account.and.bonds", "present.employment.since", "installment.rate.in.percentage.of.disposable.income", "personal.status.and.sex", "other.debtors.or.guarantors", "present.residence.since", "property", "age.in.years", "other.installment.plans", "housing", "number.of.existing.credits.at.this.bank", "job", "number.of.people.being.liable.to.provide.maintenance.for", "telephone", "foreign.worker", "creditability" ], "rows": 1000, "table": true, "tojson": true } ], "_help": [ { "page": "describe", "title": "Variable Describe", "topics": [ "describe" ] }, { "page": "gains_table", "title": "Gains Table", "topics": [ "gains_table" ] }, { "page": "germancredit", "title": "German Credit Data", "topics": [ "germancredit" ] }, { "page": "iv", "title": "Information Value", "topics": [ "iv" ] }, { "page": "one_hot", "title": "One Hot Encoding", "topics": [ "one_hot" ] }, { "page": "perf_cv", "title": "Cross Validation", "topics": [ "perf_cv" ] }, { "page": "perf_eva", "title": "Binomial Metrics", "topics": [ "perf_eva" ] }, { "page": "perf_psi", "title": "PSI", "topics": [ "perf_psi" ] }, { "page": "replace_na", "title": "Replace Missing Values", "topics": [ "replace_na" ] }, { "page": "report", "title": "Scorecard Modeling Report", "topics": [ "report" ] }, { "page": "scorecard", "title": "Creating a Scorecard", "topics": [ "scorecard" ] }, { "page": "scorecard_ply", "title": "Score Transformation", "topics": [ "scorecard_ply" ] }, { "page": "scorecard_pmml", "title": "Scorecard to PMML", "topics": [ "scorecard_pmml" ] }, { "page": "scorecard2", "title": "Creating a Scorecard", "topics": [ "scorecard2" ] }, { "page": "split_df", "title": "Split a Data Frame", "topics": [ "split_df" ] }, { "page": "var_filter", "title": "Variable Filter", "topics": [ "var_filter" ] }, { "page": "var_scale", "title": "Variable Scaling", "topics": [ "var_scale" ] }, { "page": "vif", "title": "Variance Inflation Factors", "topics": [ "vif" ] }, { "page": "woebin", "title": "WOE Binning", "topics": [ "woebin" ] }, { "page": "woebin_adj", "title": "WOE Binning Adjustment", "topics": [ "woebin_adj" ] }, { "page": "woebin_plot", "title": "WOE Binning Visualization", "topics": [ "woebin_plot" ] }, { "page": "woebin_ply", "title": "WOE/BIN Transformation", "topics": [ "woebin_ply" ] } ], "_readme": "https://github.com/shichenxie/scorecard/raw/HEAD/README.md", "_rundeps": [ "cli", "codetools", "cpp11", "data.table", "doParallel", "farver", "foreach", "ggplot2", "glue", "gridExtra", "gtable", "isoband", "iterators", "labeling", "lifecycle", "openxlsx", "R6", "RColorBrewer", "Rcpp", "rlang", "S7", "scales", "stringi", "vctrs", "viridisLite", "withr", "xefun", "xml2", "zip" ], "_vignettes": [ { "source": "demo.Rmd", "filename": "demo.html", "title": "Developing a Credit Scorecard", "author": "Shichen Xie, Michael Thomas", "engine": "knitr::rmarkdown", "headings": [ "Traditional Credit Scoring Using Logistic Regression", "Data Preparation", "Split Data into Train / Test Sets", "Weight-of-Evidence (WoE) binning", "Logistic Regression Example", "Evaluating Model Performance Using KS & ROC", "Create Scorecard" ], "created": "2018-01-06 14:22:38", "modified": "2020-10-11 12:42:33", "commits": 22 } ], "_score": 8.631158177244759, "_indexed": true, "_nocasepkg": "scorecard", "_universes": [ "shichenxie" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.4.6", "date": "2026-06-07T08:51:06.000Z", "distro": "noble", "commit": "5343c2168490a4e5c609be1a71e616acf1ca2af8", "fileid": "a22886776d823a1479a85a44a7a70a5e7711fcdcab1ac05bddb13be49d48fd31", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/shichenxie/actions/runs/27087738753" }, { "r": "4.6.0", "os": "linux", "version": "0.4.6", "date": "2026-06-07T08:51:05.000Z", "distro": "noble", "commit": "5343c2168490a4e5c609be1a71e616acf1ca2af8", "fileid": "eddd0d649e04ab6c0165a102ee32c5bbc4c0f150b24f598fcaa13309e3923a81", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/shichenxie/actions/runs/27087738753" }, { "r": "4.5.3", "os": "mac", "version": "0.4.6", "date": "2026-06-07T08:51:20.000Z", "commit": "5343c2168490a4e5c609be1a71e616acf1ca2af8", "fileid": "73fedfc4cf71701110bb822ac958928ff54c25746000c906ff81a835c96e5217", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/shichenxie/actions/runs/27087738753" }, { "r": "4.6.0", "os": "mac", "version": "0.4.6", "date": "2026-06-07T08:51:14.000Z", "commit": "5343c2168490a4e5c609be1a71e616acf1ca2af8", "fileid": "a537eb93ef127686919a287157bdabd1222db05ae96d32779c51d09ce01d0491", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/shichenxie/actions/runs/27087738753" }, { "r": "4.6.0", "os": "wasm", "version": "0.4.6", "date": "2026-06-07T08:51:06.000Z", "commit": "5343c2168490a4e5c609be1a71e616acf1ca2af8", "fileid": "15ad42b7d97f238f73b6aacaa54f1f2809abc431849586f393f9a4297dcc00bf", "status": "success", "buildurl": "https://github.com/r-universe/shichenxie/actions/runs/27087738753" }, { "r": "4.7.0", "os": "win", "version": "0.4.6", "date": "2026-06-07T08:50:05.000Z", "commit": "5343c2168490a4e5c609be1a71e616acf1ca2af8", "fileid": "48b197709ad59e587f2535c1bd794ddec3f0c2ba7a9ba5bd5cf92fcf88d893a2", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/shichenxie/actions/runs/27087738753" }, { "r": "4.5.3", "os": "win", "version": "0.4.6", "date": "2026-06-07T08:50:03.000Z", "commit": "5343c2168490a4e5c609be1a71e616acf1ca2af8", "fileid": "bc9e0a93f87726337dd915a912d82901cec921dbccb057a04048f8c88cbb1997", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/shichenxie/actions/runs/27087738753" }, { "r": "4.6.0", "os": "win", "version": "0.4.6", "date": "2026-06-07T08:50:10.000Z", "commit": "5343c2168490a4e5c609be1a71e616acf1ca2af8", "fileid": "e4d64600036b5909033fa07a00815c31ba0849f66bf4c18f01ade94ff6cdbb8a", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/shichenxie/actions/runs/27087738753" } ] }